Amplitude model:
aijk = ck f(mbi) sjk xij -bk e -akxij,
Take logarithms, correct for source scaling and discretize attenuation:i, j, k represent source, site and phase type
ck source generation
f source scaling (taken as known function of mb)
sj site effect
xij distance
bk spreading
ak spatial attenuation
Dijk = Ck + Sjk - bk log10xij - log10 e Sm akm dxijm,
Form phase ratios:m represents discretization
DDij = DC + DSj - Dblog10xij - log10 e Sm Dam dxijm.Write in matrix form:
Ax = dSolve using least squares:
x = (AtWtWA + St L2S)-1 AtWtd,
S represents regularization equations
L regularization weights
W 1/data error
Calculate resolution, covariance and prediction error using standard formulae.
CLICK ON IMAGE TO ENLARGE